Intelligent handover triggering mechanism in 5G ultra-dense networks via clustering-based reinforcement learning

Q Liu, CF Kwong, S Wei, L Li, S Zhang - Mobile Networks and Applications, 2021 - Springer
Ultra-dense networks (UDNs) are considered as key 5G technologies. They provide mobile
users a high transmission rate and efficient radio resource management. However, UDNs …

[HTML][HTML] An overview of reinforcement learning algorithms for handover management in 5G ultra-dense small cell networks

J Tanveer, A Haider, R Ali, A Kim - Applied Sciences, 2022 - mdpi.com
The fifth generation (5G) wireless technology emerged with marvelous effort to state, design,
deployment and standardize the upcoming wireless network generation. Artificial …

Neighbor cell list optimization in handover management using cascading bandits algorithm

C Wang, J Yang, H He, R Zhou, S Chen, X Jiang - IEEE Access, 2020 - ieeexplore.ieee.org
Frequent handover is a key challenge in 5G Ultra-Dense Networks (UDN). In this paper, we
show the significance of configuring Neighbor Cell List (NCL) in handover procedure. To …

Autonomous mobility management for 5G ultra-dense hetnets via reinforcement learning with tile coding function approximation

Q Liu, CF Kwong, S Zhou, T Ye, L Li… - IEEE Access, 2021 - ieeexplore.ieee.org
Mobility management is an important feature in modern wireless networks that can provide
seamless and ubiquitous connectivity to mobile users. Due to the dense deployment of small …

A survey of machine learning applications to handover management in 5G and beyond

MS Mollel, AI Abubakar, M Ozturk, SF Kaijage… - IEEE …, 2021 - ieeexplore.ieee.org
Handover (HO) is one of the key aspects of next-generation (NG) cellular communication
networks that need to be properly managed since it poses multiple threats to quality-of …

Handover management in software-defined ultra-dense 5G networks

T Bilen, B Canberk, KR Chowdhury - IEEE Network, 2017 - ieeexplore.ieee.org
Ultra-densification is a key approach aimed at satisfying high data traffic in next-generation
5G networks. However, the high number of small cell eNB deployments in such ultra-dense …

[HTML][HTML] Adaptive handover decision using fuzzy logic for 5G ultra-dense networks

WS Hwang, TY Cheng, YJ Wu, MH Cheng - Electronics, 2022 - mdpi.com
With the explosive increase in traffic volume in fifth-generation (5G) mobile wireless
networks, an ultra-dense network (UDN) architecture, composed of highly concentrated …

Cross-tier handover decision optimization with stochastic based analytical results for 5G heterogeneous ultra-dense networks

F Gong, Z Sun, X Xu, Z Sun… - 2018 IEEE International …, 2018 - ieeexplore.ieee.org
Denser deployment of 5G heterogeneous ultra-dense network (H-UDN) leads to more
frequent handovers, which causes higher cross-tier handover failure rate. Thus, the …

A DQN-based handover management for SDN-enabled ultra-dense networks

M Wu, W Huang, K Sun, H Zhang - 2020 IEEE 92nd Vehicular …, 2020 - ieeexplore.ieee.org
Software defined network (SDN) is considered as one of the most promising network
architectures in the next generation mobile networks. SDN-enabled ultra dense network …

Mobility management in 5G and beyond: a novel smart handover with adaptive Time-to-trigger and hysteresis margin

R Karmakar, G Kaddoum… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
The 5th Generation (5G) New Radio (NR) and beyond technologies will support enhanced
mobile broadband, very low latency communications, and huge numbers of mobile devices …